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civictech_2021-09-16_08-16-53.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 16, 2021
Short Description:
civictech via NodeXL https://bit.ly/3hG3C8Z
@civictechafrica
@codeforpdx
@usdigitalcorps
@codeforamerica
@ewhitmore
@opensource_orgs
@mariseca
@usds
@nokuzola_sa
@codeforpakistan

Top hashtags:
#civictech
#diyafrica
#ctif21
#govtech
#policing
#diyafrica2021

Description:
Description
The graph represents a network of 808 Twitter users whose tweets in the requested range contained "civictech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 16 September 2021 at 15:25 UTC.

The requested start date was Thursday, 16 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 22-hour, 3-minute period from Thursday, 02 September 2021 at 00:33 UTC to Wednesday, 15 September 2021 at 22:37 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 808
Unique Edges : 761
Edges With Duplicates : 1790
Total Edges : 2551
Number of Edge Types : 5
Tweet : 240
Retweet : 671
MentionsInRetweet : 1214
Mentions : 385
Replies to : 41
Self-Loops : 261
Reciprocated Vertex Pair Ratio : 0.0657578187650361
Reciprocated Edge Ratio : 0.123401053423627
Connected Components : 106
Single-Vertex Connected Components : 37
Maximum Vertices in a Connected Component : 365
Maximum Edges in a Connected Component : 1562
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.22999
Graph Density : 0.00203816850086496
Modularity : 0.463082
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 808 Twitter users whose tweets in the requested range contained "civictech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 16 September 2021 at 15:25 UTC.

The requested start date was Thursday, 16 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 22-hour, 3-minute period from Thursday, 02 September 2021 at 00:33 UTC to Wednesday, 15 September 2021 at 22:37 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : civictech
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[79] http://civictech.africa/ctif21/
[20] https://docs.google.com/forms/d/e/1FAIpQLSfUiFGEAfT7Q1ag2IuCggZqmNl3m81_558PgQ__Xoz0ObPqUQ/viewform
[18] https://civictech.africa/ctif21/
[7] http://civictech.africa/ctif21/#1627929815696-a64c58e7-cbf4
[4] https://make.org/
[4] https://civictech.africa/ctif21/#1627929815696-a64c58e7-cbf4
[4] https://mitgovlab.org/resources/dont-build-it-a-guide-for-practitioners-in-civic-tech/
[3] https://civictech.chat/2021/09/volunteering-the-valley
[3] https://www.codeforamerica.org/national-day-of-civic-hacking/ndoch-2021/
[3] https://www.wiredupstories.com/post/dr-geci-karuri-sebina-kenyan

Top URLs in Tweet in G1:
[77] http://civictech.africa/ctif21/
[11] https://civictech.africa/ctif21/
[7] http://civictech.africa/ctif21/#1627929815696-a64c58e7-cbf4
[3] https://www.wiredupstories.com/post/dr-geci-karuri-sebina-kenyan
[3] https://medium.com/open-data-durban/why-gender-equality-and-social-inclusion-bdc5140d25ae
[2] https://medium.com/civictech/diyafrica-empowering-women-traders-372f73f469df
[2] https://civictech.africa/diyafrica-mozambique-bridging-the-digital-divide/
[2] https://civictech.africa/diyafrica-experimenting-and-challenging-ideas-in-the-digital-space/
[2] https://civictech.africa/add-your-initiative/
[2] https://civictech.africa/

Top URLs in Tweet in G2:
[3] https://civictech.chat/2021/09/volunteering-the-valley
[3] https://digitalcorps.gsa.gov/
[3] https://www.codeforamerica.org/national-day-of-civic-hacking/ndoch-2021/
[2] https://codeforall.org/2021/09/14/newsletter-september2021/
[2] https://decidim.org/
[2] https://www.democracylab.org/events/ndoch-2021
[2] https://civictech.chat/2021/09/code-for-all-summit
[2] https://www.eventbrite.com/e/how-to-put-the-power-in-the-peoples-hands-tickets-169959979875
[2] https://discord.com/invite/hECzBJh
[1] https://twitter.com/evgenymorozov/status/417710258971484160

Top URLs in Tweet in G4:
[3] https://civictech.africa/ctif21/
[2] http://civictech.africa/ctif21/

Top URLs in Tweet in G5:
[4] https://docs.google.com/forms/d/e/1FAIpQLSfUiFGEAfT7Q1ag2IuCggZqmNl3m81_558PgQ__Xoz0ObPqUQ/viewform
[3] https://www.govtech.com/civic/whats-new-in-civic-tech-meet-the-u-s-digital-corps
[2] https://covid19.civictech.chiba.jp/
[2] https://ginowan-civictech-school.ipublishing.jp/
[2] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/cbdc81ee525647c7927705e12332a070
[2] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/015c1c36ea7244ab85b5d696c930a842
[2] https://uracima.jimdofree.com/%EF%BD%87%EF%BD%89%EF%BD%93-%E3%83%87%E3%83%BC%E3%82%BF%E6%B4%BB%E7%94%A8/%EF%BD%87%EF%BD%89%EF%BD%93%E3%83%9E%E3%83%83%E3%83%97%E9%9B%86/
[2] https://www.computronix.com/anticipated-roi-ebook/
[2] https://www.computronix.com/reinventing-civic-services-with-intelligent-automation-ebook/
[1] https://www.axios.com/new-boss-us-digital-service-mina-hsiang-6d4d3a2e-689e-4026-a27f-5e06fc783c57.html

Top URLs in Tweet in G6:
[2] http://eepurl.com/gim0wr
[2] https://newamerica.applytojob.com/apply/C8yQCFMP2L/
[1] https://www.gov.uk/service-manual/technology/working-with-open-standards
[1] https://twitter.com/thommeread/status/1381553114914897920?s=20
[1] https://www.reddit.com/r/PoliceRewired
[1] https://discord.gg/rd4YRn2
[1] https://twitter.com/PoliceRewired/status/1352601915796799493
[1] https://twitter.com/instantiator/status/1223612494142431232
[1] https://twitter.com/PolicingReview/status/1390221977865043973?s=20
[1] https://twitter.com/techreview/status/1410722585629794306?s=20

Top URLs in Tweet in G7:
[2] https://granicus.com/blog/stop-racing-clock-how-to-prepare-public-meeting/?&utm_medium=social-organic&utm_source=twitter
[1] https://granicus.com/how-cheshire-west-and-chester-council-created-community-connections-in-unexpected-ways/?&utm_medium=social-organic&utm_source=twitter
[1] https://granicus.com/blog/3-questions-your-organization-needs-to-ask-before-a-crisis-strikes/?&utm_medium=social-organic&utm_source=twitter
[1] https://granicus.com/resource/what-we-learned-analyzing-over-400-million-messages/?&utm_medium=social-organic&utm_source=twitter
[1] https://granicus.com/resource/choosing-the-right-technology-to-help-you-successfully-manage-your-environmental-health-program/?&utm_medium=social-organic&utm_source=twitter
[1] https://granicus.com/resource/short-term-rental-misconceptions-guide/?&utm_medium=social-organic&utm_source=twitter
[1] https://granicus.com/resource/agenda-management-in-30-free-for-60-617-webinar/?&utm_medium=social-organic&utm_source=twitter
[1] https://granicus.com/resource/arpa-funding-guide/?&utm_medium=social-organic&utm_source=twitter
[1] https://granicus.com/resource/granicus-ebook-communications-during-crisis-a-management-plan-for-government/?&utm_medium=social-organic&utm_source=twitter
[1] https://granicus.com/blog/more-shelter-animals-adopted-modern-digital-government/?&utm_medium=social-organic&utm_source=twitter

Top URLs in Tweet in G8:
[1] https://twitter.com/usds/status/1433373235056414721

Top URLs in Tweet in G9:
[1] https://energyfrontierng.com/budgit-celebrates-ten-years-of-civic-innovation-and-social-impact-in-nigeria/

Top URLs in Tweet in G10:
[1] https://www.opensystemslab.io/jobs

Top Domains
Top Domains in Tweet in Entire Graph:
[122] civictech.africa
[58] twitter.com
[25] granicus.com
[25] google.com
[12] computronix.com
[11] medium.com
[7] civictech.chat
[7] eventbrite.com
[7] make.org
[5] civictech.guide

Top Domains in Tweet in G1:
[110] civictech.africa
[6] medium.com
[3] wiredupstories.com
[2] twitter.com
[1] changefoundation.org

Top Domains in Tweet in G2:
[12] twitter.com
[7] civictech.chat
[4] eventbrite.com
[4] civictech.se
[3] gsa.gov
[3] codeforamerica.org
[2] codeforall.org
[2] decidim.org
[2] democracylab.org
[2] okt.to

Top Domains in Tweet in G4:
[5] civictech.africa

Top Domains in Tweet in G5:
[12] computronix.com
[7] twitter.com
[5] google.com
[4] arcgis.com
[3] govtech.com
[3] note.com
[3] jimdofree.com
[3] civictech.guide
[2] axios.com
[2] chiba.jp

Top Domains in Tweet in G6:
[10] twitter.com
[3] gov.uk
[2] eepurl.com
[2] applytojob.com
[1] reddit.com
[1] discord.gg
[1] linkedin.com
[1] policecoders.org
[1] facebook.com
[1] defense.gov

Top Domains in Tweet in G7:
[25] granicus.com
[1] poststar.com
[1] govtech.com
[1] taleo.net
[1] thecovid.site

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[1] energyfrontierng.com

Top Domains in Tweet in G10:
[1] opensystemslab.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[434] civictech
[147] diyafrica
[137] ctif21
[83] govtech
[24] policing
[24] diyafrica2021
[22] opensource
[20] hiring
[19] civicengagement
[19] government



Top Hashtags in Tweet in G1:
[129] ctif21
[99] diyafrica
[24] diyafrica2021
[20] civictech
[16] jamfest
[9] ctif
[8] diyafrica21
[7] innovation
[7] jamfestafrica2021
[6] tech

Top Hashtags in Tweet in G2:
[77] civictech
[11] civichacking
[11] cfallsummit21
[11] tapia2021
[8] national
[5] podcast
[5] workshop
[5] govtech
[4] opendata
[3] wikidata

Top Hashtags in Tweet in G3:
[1] civictech
[1] ellesrayonnentensemble
[1] ccitoyennes

Top Hashtags in Tweet in G4:
[36] diyafrica
[3] ctif21
[1] jamfestafrica2021
[1] ctif

Top Hashtags in Tweet in G5:
[46] civictech
[19] govtech
[12] cio
[11] stateandlocal
[11] governmentit
[9] localgov
[9] publicsector
[9] gov
[8] enterprisesoftware
[8] statelocalit

Top Hashtags in Tweet in G6:
[36] civictech
[24] policing
[19] opensource
[17] oss
[7] community
[5] opendata
[5] hiring
[3] publicsafety
[3] vlc
[3] ckan

Top Hashtags in Tweet in G7:
[31] civictech
[30] govtech
[10] civicengagement
[6] govcomms
[6] govdelivery
[5] govmeetings
[5] publicmeetings
[5] municipalclerks
[5] digitalgov
[4] covidcomms

Top Hashtags in Tweet in G8:
[8] civictech
[2] cxsummit
[2] customerexperience
[2] equity
[1] diversity
[1] inclusion

Top Hashtags in Tweet in G9:
[15] nigeria
[15] africa
[1] middleeast
[1] civictech
[1] budgetaccess

Top Hashtags in Tweet in G10:
[15] hiring
[1] civictech

Top Words
Top Words in Tweet in Entire Graph:
[434] #civictech
[172] join
[160] civictechafrica
[148] civic
[143] #diyafrica
[137] #ctif21
[130] register
[115] tech
[104] digital
[91] projet

Top Words in Tweet in G1:
[129] #ctif21
[115] civictechafrica
[95] #diyafrica
[83] register
[77] join
[49] african
[47] september
[44] civic
[40] digital
[35] session

Top Words in Tweet in G2:
[77] #civictech
[33] civic
[29] codeforamerica
[29] government
[28] usdigitalcorps
[27] tech
[27] more
[22] people
[22] time
[20] civictechchat

Top Words in Tweet in G3:
[89] projet
[88] j'ai
[88] plaisir
[88] annoncer
[88] suis
[88] lauréate
[88] connexions
[88] citoyennes
[88] cfimedias
[88] financé

Top Words in Tweet in G4:
[72] nokuzola_sa
[53] speaker
[53] alert
[40] join
[37] dougcoltart
[36] african
[36] #diyafrica
[35] civictechafrica
[30] team
[30] free

Top Words in Tweet in G5:
[46] #civictech
[19] #govtech
[12] #cio
[11] ãƒ
[11] #stateandlocal
[11] #governmentit
[9] æ
[9] #localgov
[9] #publicsector
[9] #gov

Top Words in Tweet in G6:
[36] #civictech
[24] #policing
[19] #opensource
[18] open
[17] #oss
[15] software
[14] public
[13] policing
[11] much
[10] example

Top Words in Tweet in G7:
[31] #civictech
[30] #govtech
[17] granicus
[13] learn
[11] blog
[10] #civicengagement
[6] #govcomms
[6] #govdelivery
[6] check
[6] digital

Top Words in Tweet in G8:
[8] #civictech
[7] first
[6] congrats
[6] mina_hsiang
[6] such
[6] fantastic
[6] news
[6] america
[6] historic
[6] woman

Top Words in Tweet in G9:
[15] #nigeria
[15] budgitng
[15] celebrates
[15] decade
[15] civic
[15] innovation
[15] social
[15] scale
[15] #africa
[14] osiwa1

Top Words in Tweet in G10:
[31] re
[30] exceptional
[15] #hiring
[15] looking
[15] web
[15] developers
[15] work
[15] pretty
[15] open
[14] opensystemslab

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[89] financé,par
[88] j'ai,plaisir
[88] plaisir,annoncer
[88] annoncer,suis
[88] suis,lauréate
[88] lauréate,projet
[88] projet,connexions
[88] connexions,citoyennes
[88] citoyennes,cfimedias
[88] cfimedias,financé

Top Word Pairs in Tweet in G1:
[26] civic,tech
[24] opening,plenary
[22] 13th,september
[21] marks,very
[21] very,first
[21] first,session
[21] session,#ctif21
[19] #diyafrica,#ctif21
[18] september,marks
[18] #ctif21,delighted

Top Word Pairs in Tweet in G2:
[19] civic,tech
[12] national,day
[11] month,codeforamerica
[11] codeforamerica,hosts
[11] hosts,9th
[11] 9th,annual
[11] annual,national
[11] day,#civichacking
[11] register,sept
[11] sept,15

Top Word Pairs in Tweet in G3:
[88] j'ai,plaisir
[88] plaisir,annoncer
[88] annoncer,suis
[88] suis,lauréate
[88] lauréate,projet
[88] projet,connexions
[88] connexions,citoyennes
[88] citoyennes,cfimedias
[88] cfimedias,financé
[88] financé,par

Top Word Pairs in Tweet in G4:
[53] speaker,alert
[40] nokuzola_sa,speaker
[30] alert,join
[30] join,team
[30] team,free
[30] free,sanitary
[30] sanitary,pads
[30] pads,npc
[30] npc,founding
[30] founding,director

Top Word Pairs in Tweet in G5:
[15] #govtech,#civictech
[11] #stateandlocal,#governmentit
[9] #civictech,#stateandlocal
[9] #publicsector,#cio
[8] #governmentit,#localgov
[8] #enterprisesoftware,#publicsector
[8] #cio,#statelocalit
[6] #localgov,#enterprisesoftware
[5] ãƒ,ãƒ
[3] meet,digital

Top Word Pairs in Tweet in G6:
[24] #civictech,#policing
[17] #oss,#civictech
[11] #opensource,software
[8] public,safety
[7] #community,#civictech
[6] use,open
[5] browsers,great
[5] great,example
[5] example,#opensource
[5] software,policing

Top Word Pairs in Tweet in G7:
[29] #govtech,#civictech
[10] granicus,blog
[5] #civictech,#govmeetings
[4] demand,webinar
[4] #civictech,#civicengagement
[4] icymi,granicus
[3] webinar,learn
[3] #civictech,#govdelivery
[3] #govmeetings,#publicmeetings
[3] #publicmeetings,#boardmeetings

Top Word Pairs in Tweet in G8:
[6] congrats,mina_hsiang
[6] mina_hsiang,such
[6] such,fantastic
[6] fantastic,news
[6] news,#civictech
[6] #civictech,america
[6] america,historic
[6] historic,first
[6] first,woman
[5] karadefrias,congrats

Top Word Pairs in Tweet in G9:
[15] #nigeria,budgitng
[15] budgitng,celebrates
[15] decade,civic
[15] civic,innovation
[15] innovation,social
[15] scale,#africa
[14] osiwa1,#nigeria
[11] celebrates,œa
[11] œa,decade
[11] social,impactâ

Top Word Pairs in Tweet in G10:
[15] re,#hiring
[15] re,looking
[15] looking,exceptional
[15] exceptional,web
[15] web,developers
[15] developers,work
[15] work,pretty
[15] pretty,exceptional
[15] exceptional,open
[11] weâ,re

Top Replied-To
Top Replied-To in Entire Graph:
@jdbothma
@simlazar
@mknyambe79
@lifi_led
@vanditamorarka
@oso
@bosuntijani
@eaadegboye
@bbsimons
@mvaish06

Top Replied-To in G1:
@jdbothma
@simlazar
@bbsimons
@eaadegboye
@bosuntijani
@vanditamorarka
@lifi_led
@mknyambe79
@dougcoltart
@alissa007

Top Replied-To in G2:
@kaareeenah
@mvaish06
@renejoywrites
@bjornsing
@odihq

Top Replied-To in G6:
@oso

Top Mentioned
Top Mentioned in Entire Graph:
@civictechafrica
@cfimedias
@mvengcaroline
@afd_
@nokuzola_sa
@dougcoltart
@codeforamerica
@usdigitalcorps
@danainhando
@codeforall

Top Mentioned in G1:
@civictechafrica
@neemaiyer
@ainoormohamed
@gfkkb
@catgmag
@vanditamorarka
@bbsimons
@gsmam4d
@jamlabafrica

Top Mentioned in G2:
@codeforamerica
@usdigitalcorps
@civictechchat
@codeforall
@pifgov
@usdresponse
@ryan_koch
@18f
@kaareeenah
@civictechse

Top Mentioned in G3:
@cfimedias
@mvengcaroline
@afd_
@afd_france

Top Mentioned in G4:
@nokuzola_sa
@dougcoltart
@civictechafrica
@danainhando
@tauriqjenkins
@free_sanitary_p
@okarunga
@whovasupport
@witsuniversity

Top Mentioned in G6:
@policerewired
@oso
@wearebloomworks
@ckanproject
@gdsteam
@digi_newamerica
@stevesong
@bosuntijani
@prototypefundch
@mikel

Top Mentioned in G7:
@granicus
@cityofsanjose
@govtechnews
@go_cheshirewest
@cityofdaytontx
@dfwairport
@lcpsnet
@warrencountyny
@poststar
@citycoralgables

Top Mentioned in G8:
@mina_hsiang
@usds
@karadefrias
@socialsecurity
@deptvetaffairs
@twilio
@medallia
@leebeckerdc
@actiac

Top Mentioned in G9:
@budgitng
@osiwa1

Top Mentioned in G10:
@opensystemslab

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@lizditz
@alizardx
@discovertech3
@hubofml
@devvibesbot
@fabriciosx
@penny_g
@bot_innovation
@pfanderson

Top Tweeters in G1:
@bot_innovation
@cityofjoburgza
@ifex
@pontsho_pilane
@qailunu
@libertelalibert
@rgameyer
@donrudi
@stephen_abbott
@kofiemeritus

Top Tweeters in G2:
@lizditz
@digiphile
@stem_nastics
@thesiliconhill
@codeforpdx
@ewhitmore
@arthursmid
@noneck
@martinlindla
@ryanko

Top Tweeters in G3:
@chouchoumpacko
@sgouater
@alainbago
@thierryleth
@mbenjumafany
@aurstar
@isabellekpwang
@goldenbrain8
@madibaolivier
@dipita_dee

Top Tweeters in G4:
@vusisambo
@nicolawatson13
@johnmbundi
@samkebusiness
@nokuzola_sa
@winharder_
@seemarampersad
@cassels_
@almondamsel
@sharondagostino

Top Tweeters in G5:
@yamanoku
@kyankyankyan
@emim
@yagi_
@o8pizza
@mamisada
@skurima
@lunefh
@ine
@lukefretwell

Top Tweeters in G6:
@discovertech3
@opensource_orgs
@femme_mal
@edent
@bengoldacre
@weischoice
@hiringcare
@seanmmcdonald
@stevesong
@oso

Top Tweeters in G7:
@gdprai
@thecovidsite
@poststar
@dfwairport
@knightfdn
@go_cheshirewest
@govtechnews
@cityoffairfaxva
@pinellasconews
@granicus

Top Tweeters in G8:
@penny_g
@khoney
@deptvetaffairs
@twilio
@socialsecurity
@actiac
@amac
@ninafuture
@medallia
@wcbdata

Top Tweeters in G9:
@ahanaitoceans
@seunonigbinde
@budgitng
@ahanatioceans
@osiwa1
@trackang
@damen222
@miss_hadizaumar
@ayo_lad
@gkerosi

Top Tweeters in G10:
@immykaur
@andyreevo
@y_tay_
@chad_r_stewart
@fellowcreative
@padders123
@alastairparvin
@gunar
@ldgovuk
@worddoodles_ep